The sterile white walls of the waiting room closed in on Ben. He shifted restlessly in his chair, the scratchy fabric of the upholstery chafing against his skin. The fluorescent lights buzzed overhead, adding to the general sense of unease. A notification. A friend request. From Ashley Reynolds.

Ashley. The girl who made his life hell during those formative years. He could still hear her cutting words, the way she'd make him the butt of every joke. He felt his face flush. He was sure she didn't realize the impact she'd had, or she wouldn't care.

He imagined her now, living a perfect life with a perfect husband, probably. He felt a wave of resentment wash over him. His heart pounded in his chest, a frantic drumbeat against the silence of the room. He slammed his fist on the armrest. He wanted to scream, to lash out.

Emotion: grumpy

Cluster: Anger / Hostility
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion grumpy. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 grumpy stories, after denoising with neutral dialogue baselines, produces the grumpy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the grumpy vector is projected through the unembedding matrix.

Promoted:
👎0.232
either0.230
😠0.227
C0.226
:(0.216
Suppressed:
超越-0.206
newfound-0.197
স্বীক-0.195
खोले-0.192
অপহরণকারীদের-0.184